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[Fix] Update links in readme of DETRs and MaskFormers (#9634)
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‎configs/conditional_detr/README.md

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We provide the config files and models for Conditional DETR: [Conditional DETR for Fast Training Convergence](https://arxiv.org/abs/2108.06152).
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| Backbone | Model | Lr schd | Mem (GB) | Inf time (fps) | box AP | Config | Download |
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| :------: | :--------------: | :-----: | :------: | :------------: | :----: | :-----------------------------------------------: | :----------------------------------: |
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| R-50 | Conditional DETR | 50e | 7.9 | | 40.9 | [config](./conditional_detr_r50_8xb2-50e_coco.py) | \[model\](# TODO) \| \[log\](# TODO) |
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| Backbone | Model | Lr schd | Mem (GB) | Inf time (fps) | box AP | Config | Download |
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| :------: | :--------------: | :-----: | :------: | :------------: | :----: | :-----------------------------------------------: | :----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: |
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| R-50 | Conditional DETR | 50e | | | 40.9 | [config](./conditional-detr_r50_8xb2-50e_coco.py) | [model](https://download.openmmlab.com/mmdetection/v3.0/conditional_detr/conditional-detr_r50_8xb2-50e_coco/conditional-detr_r50_8xb2-50e_coco_20221121_180202-c83a1dc0.pth) \| [log](https://download.openmmlab.com/mmdetection/v3.0/conditional_detr/conditional-detr_r50_8xb2-50e_coco/conditional-detr_r50_8xb2-50e_coco_20221121_180202.log.json) |
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## Citation
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‎configs/conditional_detr/conditional_detr_r50_8xb2-50e_coco.py renamed to ‎configs/conditional_detr/conditional-detr_r50_8xb2-50e_coco.py

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‎configs/dab_detr/README.md

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We provide the config files and models for DAB-DETR: [DAB-DETR: Dynamic Anchor Boxes are Better Queries for DETR](https://arxiv.org/abs/2201.12329).
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| Backbone | Model | Lr schd | Mem (GB) | Inf time (fps) | box AP | Config | Download |
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| :------: | :------: | :-----: | :------: | :------------: | :----: | :---------------------------------------: | :----------------------------------: |
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| R-50 | DAB-DETR | 50e | 6.4 | | 42.3 | [config](./dab-detr_r50_8xb2-50e_coco.py) | \[model\](# TODO) \| \[log\](# TODO) |
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| Backbone | Model | Lr schd | Mem (GB) | Inf time (fps) | box AP | Config | Download |
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| :------: | :------: | :-----: | :------: | :------------: | :----: | :---------------------------------------: | :----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: |
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| R-50 | DAB-DETR | 50e | | | 42.3 | [config](./dab-detr_r50_8xb2-50e_coco.py) | [model](https://download.openmmlab.com/mmdetection/v3.0/dab_detr/dab-detr_r50_8xb2-50e_coco/dab-detr_r50_8xb2-50e_coco_20221122_120837-c1035c8c.pth) \| [log](https://download.openmmlab.com/mmdetection/v3.0/dab_detr/dab-detr_r50_8xb2-50e_coco/dab-detr_r50_8xb2-50e_coco_20221122_120837.log.json) |
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## Citation
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‎configs/deformable_detr/README.md

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## Results and Models
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| Backbone | Model | Lr schd | box AP | Config | Download |
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| :------: | :---------------------------------: | :-----: | :----: | :---------------------------------------------------------------: | :-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: |
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| R-50 | Deformable DETR | 50e | 44.5 | [config](./deformable-detr_r50_16xb2-50e_coco.py) | [model](https://download.openmmlab.com/mmdetection/v2.0/deformable_detr/deformable_detr_r50_16x2_50e_coco/deformable_detr_r50_16x2_50e_coco_20210419_220030-a12b9512.pth) \| [log](https://download.openmmlab.com/mmdetection/v2.0/deformable_detr/deformable_detr_r50_16x2_50e_coco/deformable_detr_r50_16x2_50e_coco_20210419_220030-a12b9512.log.json) |
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| R-50 | + iterative bounding box refinement | 50e | 46.1 | [config](./deformable-detr_refine_r50_16xb2-50e_coco.py) | [model](https://download.openmmlab.com/mmdetection/v2.0/deformable_detr/deformable_detr_refine_r50_16x2_50e_coco/deformable_detr_refine_r50_16x2_50e_coco_20210419_220503-5f5dff21.pth) \| [log](https://download.openmmlab.com/mmdetection/v2.0/deformable_detr/deformable_detr_refine_r50_16x2_50e_coco/deformable_detr_refine_r50_16x2_50e_coco_20210419_220503-5f5dff21.log.json) |
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| R-50 | ++ two-stage Deformable DETR | 50e | 46.8 | [config](./deformable-detr_refine_twostage_r50_16xb2-50e_coco.py) | [model](https://download.openmmlab.com/mmdetection/v2.0/deformable_detr/deformable_detr_twostage_refine_r50_16x2_50e_coco/deformable_detr_twostage_refine_r50_16x2_50e_coco_20210419_220613-9d28ab72.pth) \| [log](https://download.openmmlab.com/mmdetection/v2.0/deformable_detr/deformable_detr_twostage_refine_r50_16x2_50e_coco/deformable_detr_twostage_refine_r50_16x2_50e_coco_20210419_220613-9d28ab72.log.json) |
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| Backbone | Model | Lr schd | box AP | Config | Download |
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| :------: | :---------------------------------: | :-----: | :----: | :---------------------------------------------------------------: | :------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: |
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| R-50 | Deformable DETR | 50e | 44.3 | [config](./deformable-detr_r50_16xb2-50e_coco.py) | [model](https://download.openmmlab.com/mmdetection/v3.0/deformable_detr/deformable-detr_r50_16xb2-50e_coco/deformable-detr_r50_16xb2-50e_coco_20221029_210934-6bc7d21b.pth) \| [log](https://download.openmmlab.com/mmdetection/v3.0/deformable_detr/deformable-detr_r50_16xb2-50e_coco/deformable-detr_r50_16xb2-50e_coco_20221029_210934.log.json) |
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| R-50 | + iterative bounding box refinement | 50e | 46.2 | [config](./deformable-detr-refine_r50_16xb2-50e_coco.py) | [model](https://download.openmmlab.com/mmdetection/v3.0/deformable_detr/deformable-detr-refine_r50_16xb2-50e_coco/deformable-detr-refine_r50_16xb2-50e_coco_20221022_225303-844e0f93.pth) \| [log](https://download.openmmlab.com/mmdetection/v3.0/deformable_detr/deformable-detr-refine_r50_16xb2-50e_coco/deformable-detr-refine_r50_16xb2-50e_coco_20221022_225303.log.json) |
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| R-50 | ++ two-stage Deformable DETR | 50e | 47.0 | [config](./deformable-detr-refine-twostage_r50_16xb2-50e_coco.py) | [model](https://download.openmmlab.com/mmdetection/v3.0/deformable_detr/deformable-detr-refine-twostage_r50_16xb2-50e_coco/deformable-detr-refine-twostage_r50_16xb2-50e_coco_20221021_184714-acc8a5ff.pth) \| [log](https://download.openmmlab.com/mmdetection/v3.0/deformable_detr/deformable-detr-refine-twostage_r50_16xb2-50e_coco/deformable-detr-refine-twostage_r50_16xb2-50e_coco_20221021_184714.log.json) |
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# NOTE
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### NOTE
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1. All models are trained with batch size 32.
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2. The performance is unstable. `Deformable DETR` and `iterative bounding box refinement` may fluctuate about 0.3 mAP. `two-stage Deformable DETR` may fluctuate about 0.2 mAP.

‎configs/deformable_detr/deformable-detr-refine-twostage_r50_16xb2-50e_coco.py

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_base_ = 'deformable-detr-refine_r50_16xb2-50e_coco.py'
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model = dict(as_two_stage=True)

‎configs/deformable_detr/deformable-detr_refine_r50_16xb2-50e_coco.py renamed to ‎configs/deformable_detr/deformable-detr-refine_r50_16xb2-50e_coco.py

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‎configs/deformable_detr/deformable-detr_refine_twostage_r50_16xb2-50e_coco.py

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‎configs/deformable_detr/metafile.yml

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- Name: deformable-detr_refine_r50_16xb2-50e_coco
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In Collection: Deformable DETR
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Config: configs/deformable_detr/deformable-detr_refine_r50_16xb2-50e_coco.py
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Config: configs/deformable_detr/deformable-detr-refine_r50_16xb2-50e_coco.py
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Metadata:
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Epochs: 50
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Results:
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- Name: deformable-detr_refine_twostage_r50_16xb2-50e_coco
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In Collection: Deformable DETR
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Config: configs/deformable_detr/deformable-detr_refine_twostage_r50_16xb2-50e_coco.py
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Config: configs/deformable_detr/deformable-detr-refine-twostage_r50_16xb2-50e_coco.py
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Metadata:
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‎configs/detr/README.md

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## Results and Models
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| Backbone | Model | Lr schd | Mem (GB) | Inf time (fps) | box AP | Config | Download |
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| :------: | :---: | :-----: | :------: | :------------: | :----: | :------------------------------------: | :----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: |
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| R-50 | DETR | 150e | 7.9 | | 40.1 | [config](./detr_r50_8xb2-150e_coco.py) | [model](https://download.openmmlab.com/mmdetection/v2.0/detr/detr_r50_8x2_150e_coco/detr_r50_8x2_150e_coco_20201130_194835-2c4b8974.pth) \| [log](https://download.openmmlab.com/mmdetection/v2.0/detr/detr_r50_8x2_150e_coco/detr_r50_8x2_150e_coco_20201130_194835.log.json) |
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| Backbone | Model | Lr schd | Mem (GB) | Inf time (fps) | box AP | Config | Download |
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| :------: | :---: | :-----: | :------: | :------------: | :----: | :------------------------------------: | :--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: |
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| R-50 | DETR | 150e | 7.9 | | 39.9 | [config](./detr_r50_8xb2-150e_coco.py) | [model](https://download.openmmlab.com/mmdetection/v3.0/detr/detr_r50_8xb2-150e_coco/detr_r50_8xb2-150e_coco_20221023_153551-436d03e8.pth) \| [log](https://download.openmmlab.com/mmdetection/v3.0/detr/detr_r50_8xb2-150e_coco/detr_r50_8xb2-150e_coco_20221023_153551.log.json) |
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## Citation
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‎configs/dino/README.md

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## Results and Models
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| Backbone | Model | Lr schd | box AP | Config | Download |
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| :------: | :---: | :-----: | :----: | :------------------------------------------: | :------: |
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| R-50 | DINO | 12e | 49.0 | [config](./dino_4scale_r50_8xb2-12e_coco.py) | |
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| Backbone | Model | Lr schd | box AP | Config | Download |
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| :------: | :---------: | :-----: | :----: | :------------------------------------------: | :--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: |
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| R-50 | DINO-4scale | 12e | 49.0 | [config](./dino-4scale_r50_8xb2-12e_coco.py) | [model](https://download.openmmlab.com/mmdetection/v3.0/dino/dino-4scale_r50_8xb2-12e_coco/dino-4scale_r50_8xb2-12e_coco_20221202_182705-55b2bba2.pth) \| [log](https://download.openmmlab.com/mmdetection/v3.0/dino/dino-4scale_r50_8xb2-12e_coco/dino-4scale_r50_8xb2-12e_coco_20221202_182705.log.json) |
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The performance is unstable. `DINO-4scale` with `R-50` may fluctuate about 0.4 mAP.
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## Citation
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